Overview
Brought to you by YData
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 12791 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 481 |
| Duplicate rows (%) | 3.8% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 16 |
| Dataset has 481 (3.8%) duplicate rows | Duplicates |
area_type_Plot Area is highly overall correlated with area_type_Super built-up Area and 3 other fields | High correlation |
area_type_Super built-up Area is highly overall correlated with area_type_Plot Area | High correlation |
balcony is highly overall correlated with balcony_per_bhk | High correlation |
balcony_per_bhk is highly overall correlated with balcony and 1 other fields | High correlation |
bath is highly overall correlated with bhk and 1 other fields | High correlation |
bhk is highly overall correlated with area_type_Plot Area and 2 other fields | High correlation |
price is highly overall correlated with price_per_balcony and 3 other fields | High correlation |
price_per_balcony is highly overall correlated with balcony_per_bhk and 3 other fields | High correlation |
price_per_bhk is highly overall correlated with price and 4 other fields | High correlation |
price_per_sqft is highly overall correlated with area_type_Plot Area and 3 other fields | High correlation |
sqft_per_bhk is highly overall correlated with area_type_Plot Area and 1 other fields | High correlation |
total_sqft is highly overall correlated with bath and 3 other fields | High correlation |
area_type_Carpet Area is highly imbalanced (94.1%) | Imbalance |
location_Hebbal is highly imbalanced (90.3%) | Imbalance |
location_Kanakpura Road is highly imbalanced (86.2%) | Imbalance |
location_Marathahalli is highly imbalanced (89.9%) | Imbalance |
location_Raja Rajeshwari Nagar is highly imbalanced (90.3%) | Imbalance |
location_Sarjapur Road is highly imbalanced (80.7%) | Imbalance |
location_Thanisandra is highly imbalanced (87.0%) | Imbalance |
location_Uttarahalli is highly imbalanced (90.4%) | Imbalance |
location_Whitefield is highly imbalanced (75.3%) | Imbalance |
location_Yelahanka is highly imbalanced (87.9%) | Imbalance |
balcony_per_bhk has 1010 (7.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-29 19:04:52.749726 |
|---|---|
| Analysis finished | 2025-09-29 19:04:55.543990 |
| Duration | 2.79 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
total_sqft
Real number (ℝ)
High correlation
| Distinct | 1576 |
|---|---|
| Distinct (%) | 12.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.433002 |
| Minimum | 10.093058 |
|---|---|
| Maximum | 20.704396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 10.093058 |
|---|---|
| 5-th percentile | 14.255924 |
| Q1 | 16.429999 |
| median | 17.139836 |
| Q3 | 18.490831 |
| 95-th percentile | 20.704396 |
| Maximum | 20.704396 |
| Range | 10.611338 |
| Interquartile range (IQR) | 2.060832 |
Descriptive statistics
| Standard deviation | 1.7953381 |
|---|---|
| Coefficient of variation (CV) | 0.10298502 |
| Kurtosis | 0.14356239 |
| Mean | 17.433002 |
| Median Absolute Deviation (MAD) | 0.95762138 |
| Skewness | 0.0060617545 |
| Sum | 222985.52 |
| Variance | 3.2232389 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20.70439568 | 1157 | 9.0% |
| 16.83050085 | 808 | 6.3% |
| 16.4299992 | 210 | 1.6% |
| 17.8927831 | 203 | 1.6% |
| 20.30552975 | 196 | 1.5% |
| 13.84003241 | 178 | 1.4% |
| 15.99987746 | 168 | 1.3% |
| 17.38480874 | 128 | 1.0% |
| 17.02101686 | 111 | 0.9% |
| 17.20565368 | 111 | 0.9% |
| Other values (1566) | 9521 |
| Value | Count | Frequency (%) |
| 10.09305812 | 8 | |
| 10.65142862 | 1 | < 0.1% |
| 10.7602761 | 1 | < 0.1% |
| 10.98222195 | 1 | < 0.1% |
| 11.07908049 | 1 | < 0.1% |
| 11.2204363 | 1 | < 0.1% |
| 11.26655699 | 1 | < 0.1% |
| 11.28943692 | 1 | < 0.1% |
| 11.43533141 | 1 | < 0.1% |
| 11.70312822 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20.70439568 | 1157 | |
| 20.70333351 | 1 | < 0.1% |
| 20.68205624 | 1 | < 0.1% |
| 20.67779302 | 1 | < 0.1% |
| 20.67566043 | 2 | < 0.1% |
| 20.65643782 | 4 | < 0.1% |
| 20.6542987 | 3 | < 0.1% |
| 20.65001851 | 2 | < 0.1% |
| 20.64787744 | 2 | < 0.1% |
| 20.63501717 | 3 | < 0.1% |
bath
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0.7441364167836307 | |
|---|---|
| 1.2303648987791047 | |
| 1.6003717123308412 | |
| 1.7581883209318796 | |
| 9.999996011388275e-07 |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 18.178719 |
| Min length | 18 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.7441364167836307 |
|---|---|
| 2nd row | 1.7581883209318796 |
| 3rd row | 0.7441364167836307 |
| 4th row | 1.2303648987791047 |
| 5th row | 0.7441364167836307 |
Common Values
| Value | Count | Frequency (%) |
| 0.7441364167836307 | 6619 | |
| 1.2303648987791047 | 3180 | |
| 1.6003717123308412 | 1198 | 9.4% |
| 1.7581883209318796 | 1032 | 8.1% |
| 9.999996011388275e-07 | 762 | 6.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.7441364167836307 | 6619 | |
| 1.2303648987791047 | 3180 | |
| 1.6003717123308412 | 1198 | 9.4% |
| 1.7581883209318796 | 1032 | 8.1% |
| 9.999996011388275e-07 | 762 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 7 | 35381 | |
| 3 | 32637 | |
| 1 | 29010 | |
| 4 | 27415 | |
| 6 | 26029 | |
| 0 | 25748 | |
| 8 | 19829 | |
| 9 | 12996 | 5.6% |
| . | 12791 | 5.5% |
| 2 | 7370 | 3.2% |
| Other values (3) | 3318 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 232524 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 7 | 35381 | |
| 3 | 32637 | |
| 1 | 29010 | |
| 4 | 27415 | |
| 6 | 26029 | |
| 0 | 25748 | |
| 8 | 19829 | |
| 9 | 12996 | 5.6% |
| . | 12791 | 5.5% |
| 2 | 7370 | 3.2% |
| Other values (3) | 3318 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 232524 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 7 | 35381 | |
| 3 | 32637 | |
| 1 | 29010 | |
| 4 | 27415 | |
| 6 | 26029 | |
| 0 | 25748 | |
| 8 | 19829 | |
| 9 | 12996 | 5.6% |
| . | 12791 | 5.5% |
| 2 | 7370 | 3.2% |
| Other values (3) | 3318 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 232524 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 7 | 35381 | |
| 3 | 32637 | |
| 1 | 29010 | |
| 4 | 27415 | |
| 6 | 26029 | |
| 0 | 25748 | |
| 8 | 19829 | |
| 9 | 12996 | 5.6% |
| . | 12791 | 5.5% |
| 2 | 7370 | 3.2% |
| Other values (3) | 3318 | 1.4% |
balcony
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 1.5823075660594124 |
Length
| Max length | 18 |
|---|---|
| Median length | 3 |
| Mean length | 3.7094832 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 5710 | |
| 2.0 | 4846 | |
| 3.0 | 1630 | 12.7% |
| 1.5823075660594124 | 605 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 5710 | |
| 2.0 | 4846 | |
| 3.0 | 1630 | 12.7% |
| 1.5823075660594124 | 605 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13396 | |
| . | 12791 | |
| 1 | 6920 | |
| 2 | 6056 | |
| 3 | 2235 | 4.7% |
| 5 | 1815 | 3.8% |
| 6 | 1210 | 2.6% |
| 4 | 1210 | 2.6% |
| 8 | 605 | 1.3% |
| 7 | 605 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47448 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13396 | |
| . | 12791 | |
| 1 | 6920 | |
| 2 | 6056 | |
| 3 | 2235 | 4.7% |
| 5 | 1815 | 3.8% |
| 6 | 1210 | 2.6% |
| 4 | 1210 | 2.6% |
| 8 | 605 | 1.3% |
| 7 | 605 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47448 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13396 | |
| . | 12791 | |
| 1 | 6920 | |
| 2 | 6056 | |
| 3 | 2235 | 4.7% |
| 5 | 1815 | 3.8% |
| 6 | 1210 | 2.6% |
| 4 | 1210 | 2.6% |
| 8 | 605 | 1.3% |
| 7 | 605 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47448 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13396 | |
| . | 12791 | |
| 1 | 6920 | |
| 2 | 6056 | |
| 3 | 2235 | 4.7% |
| 5 | 1815 | 3.8% |
| 6 | 1210 | 2.6% |
| 4 | 1210 | 2.6% |
| 8 | 605 | 1.3% |
| 7 | 605 | 1.3% |
price
Real number (ℝ)
High correlation
| Distinct | 1994 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.31765 |
| Minimum | 8 |
|---|---|
| Maximum | 3600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 31.845 |
| Q1 | 50 |
| median | 73 |
| Q3 | 121 |
| 95-th percentile | 325 |
| Maximum | 3600 |
| Range | 3592 |
| Interquartile range (IQR) | 71 |
Descriptive statistics
| Standard deviation | 151.48031 |
|---|---|
| Coefficient of variation (CV) | 1.3250825 |
| Kurtosis | 104.91489 |
| Mean | 114.31765 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 7.9543544 |
| Sum | 1462237 |
| Variance | 22946.284 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 300 | 2.3% |
| 65 | 296 | 2.3% |
| 55 | 265 | 2.1% |
| 60 | 263 | 2.1% |
| 45 | 231 | 1.8% |
| 50 | 225 | 1.8% |
| 70 | 208 | 1.6% |
| 90 | 199 | 1.6% |
| 85 | 192 | 1.5% |
| 110 | 182 | 1.4% |
| Other values (1984) | 10430 |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 8.44 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 6 | |
| 10.25 | 2 | < 0.1% |
| 10.5 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 11.5 | 4 | |
| 11.66 | 1 | < 0.1% |
| 12 | 5 |
| Value | Count | Frequency (%) |
| 3600 | 1 | |
| 2912 | 1 | |
| 2800 | 1 | |
| 2736 | 1 | |
| 2700 | 1 | |
| 2600 | 2 | |
| 2340 | 1 | |
| 2250 | 1 | |
| 2200 | 2 | |
| 2100 | 1 |
bhk
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0.8339994034381853 | |
|---|---|
| 1.480245266106506 | |
| 2.0284814252466012 | |
| 2.2776160769759706 | |
| 9.999997590520362e-07 |
Length
| Max length | 21 |
|---|---|
| Median length | 18 |
| Mean length | 17.785709 |
| Min length | 17 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.8339994034381853 |
|---|---|
| 2nd row | 2.0284814252466012 |
| 3rd row | 1.480245266106506 |
| 4th row | 1.480245266106506 |
| 5th row | 0.8339994034381853 |
Common Values
| Value | Count | Frequency (%) |
| 0.8339994034381853 | 5261 | |
| 1.480245266106506 | 4655 | |
| 2.0284814252466012 | 1398 | 10.9% |
| 2.2776160769759706 | 839 | 6.6% |
| 9.999997590520362e-07 | 638 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.8339994034381853 | 5261 | |
| 1.480245266106506 | 4655 | |
| 2.0284814252466012 | 1398 | 10.9% |
| 2.2776160769759706 | 839 | 6.6% |
| 9.999997590520362e-07 | 638 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 30875 | |
| 3 | 26943 | |
| 6 | 25410 | |
| 4 | 24026 | |
| 8 | 23234 | |
| 9 | 21927 | |
| 2 | 19254 | |
| 1 | 18206 | |
| 5 | 18084 | |
| . | 12791 | |
| Other values (3) | 6747 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 227497 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30875 | |
| 3 | 26943 | |
| 6 | 25410 | |
| 4 | 24026 | |
| 8 | 23234 | |
| 9 | 21927 | |
| 2 | 19254 | |
| 1 | 18206 | |
| 5 | 18084 | |
| . | 12791 | |
| Other values (3) | 6747 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 227497 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30875 | |
| 3 | 26943 | |
| 6 | 25410 | |
| 4 | 24026 | |
| 8 | 23234 | |
| 9 | 21927 | |
| 2 | 19254 | |
| 1 | 18206 | |
| 5 | 18084 | |
| . | 12791 | |
| Other values (3) | 6747 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 227497 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30875 | |
| 3 | 26943 | |
| 6 | 25410 | |
| 4 | 24026 | |
| 8 | 23234 | |
| 9 | 21927 | |
| 2 | 19254 | |
| 1 | 18206 | |
| 5 | 18084 | |
| . | 12791 | |
| Other values (3) | 6747 | 3.0% |
price_per_sqft
Real number (ℝ)
High correlation
| Distinct | 7038 |
|---|---|
| Distinct (%) | 55.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.0784501 |
| Minimum | -3.9317289 |
|---|---|
| Maximum | -1.6699644 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 12791 |
| Negative (%) | 100.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | -3.9317289 |
|---|---|
| 5-th percentile | -2.3810368 |
| Q1 | -2.2302644 |
| median | -2.1099144 |
| Q3 | -1.9517808 |
| 95-th percentile | -1.6699644 |
| Maximum | -1.6699644 |
| Range | 2.2617645 |
| Interquartile range (IQR) | 0.27848366 |
Descriptive statistics
| Standard deviation | 0.21847231 |
|---|---|
| Coefficient of variation (CV) | -0.10511309 |
| Kurtosis | 1.3898708 |
| Mean | -2.0784501 |
| Median Absolute Deviation (MAD) | 0.13315691 |
| Skewness | 0.082542028 |
| Sum | -26585.456 |
| Variance | 0.047730152 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.669964383 | 1208 | 9.4% |
| -2.155947535 | 142 | 1.1% |
| -2.264096669 | 123 | 1.0% |
| -1.781771652 | 77 | 0.6% |
| -2.007953168 | 71 | 0.6% |
| -2.326174025 | 63 | 0.5% |
| -2.042023074 | 57 | 0.4% |
| -2.395474524 | 52 | 0.4% |
| -2.063309843 | 52 | 0.4% |
| -2.108011712 | 50 | 0.4% |
| Other values (7028) | 10896 |
| Value | Count | Frequency (%) |
| -3.931728897 | 1 | |
| -3.676793364 | 1 | |
| -3.638626045 | 1 | |
| -3.626168565 | 1 | |
| -3.579900543 | 1 | |
| -3.568409436 | 1 | |
| -3.356997425 | 1 | |
| -3.25969593 | 1 | |
| -3.251009023 | 1 | |
| -3.211025665 | 1 |
| Value | Count | Frequency (%) |
| -1.669964383 | 1208 | |
| -1.67028377 | 1 | < 0.1% |
| -1.670790484 | 1 | < 0.1% |
| -1.670930484 | 1 | < 0.1% |
| -1.671104714 | 1 | < 0.1% |
| -1.671414276 | 1 | < 0.1% |
| -1.671440445 | 1 | < 0.1% |
| -1.672294984 | 1 | < 0.1% |
| -1.67239416 | 1 | < 0.1% |
| -1.672886339 | 22 | 0.2% |
sqft_per_bhk
Real number (ℝ)
High correlation
| Distinct | 1650 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 403.02637 |
| Minimum | 184.52022 |
|---|---|
| Maximum | 609.39943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 184.52022 |
|---|---|
| 5-th percentile | 199.20284 |
| Q1 | 347.58035 |
| median | 402.1575 |
| Q3 | 453.43138 |
| 95-th percentile | 609.39943 |
| Maximum | 609.39943 |
| Range | 424.87921 |
| Interquartile range (IQR) | 105.85103 |
Descriptive statistics
| Standard deviation | 100.79954 |
|---|---|
| Coefficient of variation (CV) | 0.25010656 |
| Kurtosis | 0.096526731 |
| Mean | 403.02637 |
| Median Absolute Deviation (MAD) | 52.976461 |
| Skewness | 0.0025866758 |
| Sum | 5155110.2 |
| Variance | 10160.547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 609.3994312 | 787 | 6.2% |
| 184.520218 | 602 | 4.7% |
| 434.6758369 | 513 | 4.0% |
| 366.0208858 | 329 | 2.6% |
| 400.4415128 | 251 | 2.0% |
| 296.536683 | 244 | 1.9% |
| 225.9975787 | 182 | 1.4% |
| 331.3940925 | 181 | 1.4% |
| 383.2556371 | 143 | 1.1% |
| 468.740308 | 98 | 0.8% |
| Other values (1640) | 9461 |
| Value | Count | Frequency (%) |
| 184.520218 | 602 | |
| 185.0007847 | 1 | < 0.1% |
| 188.7825163 | 1 | < 0.1% |
| 189.1424308 | 3 | < 0.1% |
| 190.2219155 | 21 | 0.2% |
| 191.1811333 | 1 | < 0.1% |
| 192.6193919 | 1 | < 0.1% |
| 193.0986607 | 1 | < 0.1% |
| 193.4580631 | 1 | < 0.1% |
| 194.1767418 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 609.3994312 | 787 | |
| 608.563776 | 1 | < 0.1% |
| 608.4523498 | 1 | < 0.1% |
| 607.7802294 | 1 | < 0.1% |
| 607.7280481 | 1 | < 0.1% |
| 606.8922475 | 3 | < 0.1% |
| 606.5579068 | 2 | < 0.1% |
| 606.3071437 | 1 | < 0.1% |
| 605.7777333 | 3 | < 0.1% |
| 605.5548149 | 2 | < 0.1% |
bath_per_bhk
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.96823876 |
| Minimum | 0.25 |
|---|---|
| Maximum | 2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 0.25 |
|---|---|
| 5-th percentile | 0.66666667 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1.25 |
| Maximum | 2 |
| Range | 1.75 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.18056613 |
|---|---|
| Coefficient of variation (CV) | 0.18648927 |
| Kurtosis | 5.8034103 |
| Mean | 0.96823876 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.55047651 |
| Sum | 12384.742 |
| Variance | 0.032604129 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 1 | 9678 | |
| 0.6666666667 | 1492 | 11.7% |
| 1.333333333 | 297 | 2.3% |
| 0.5 | 271 | 2.1% |
| 1.25 | 266 | 2.1% |
| 0.75 | 211 | 1.6% |
| 1.5 | 149 | 1.2% |
| 0.8 | 92 | 0.7% |
| 2 | 55 | 0.4% |
| 1.2 | 35 | 0.3% |
| Other values (38) | 245 | 1.9% |
| Value | Count | Frequency (%) |
| 0.25 | 1 | < 0.1% |
| 0.2857142857 | 1 | < 0.1% |
| 0.3333333333 | 2 | < 0.1% |
| 0.375 | 1 | < 0.1% |
| 0.4 | 7 | 0.1% |
| 0.4285714286 | 2 | < 0.1% |
| 0.5 | 271 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 55 | 0.4% |
| 1.75 | 1 | < 0.1% |
| 1.666666667 | 35 | 0.3% |
| 1.6 | 1 | < 0.1% |
| 1.555555556 | 1 | < 0.1% |
| 1.5 | 149 | |
| 1.444444444 | 1 | < 0.1% |
| 1.4 | 15 | 0.1% |
| 1.333333333 | 297 | |
| 1.3 | 1 | < 0.1% |
balcony_per_bhk
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61754245 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 1010 |
| Zeros (%) | 7.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.39557689 |
| median | 0.5 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 0.60442311 |
Descriptive statistics
| Standard deviation | 0.3392433 |
|---|---|
| Coefficient of variation (CV) | 0.5493441 |
| Kurtosis | 0.76708771 |
| Mean | 0.61754245 |
| Median Absolute Deviation (MAD) | 0.16666667 |
| Skewness | 0.42262757 |
| Sum | 7898.9855 |
| Variance | 0.11508602 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 1 | 3179 | |
| 0.5 | 3099 | |
| 0.6666666667 | 2198 | |
| 0.3333333333 | 1296 | |
| 0 | 1010 | 7.9% |
| 0.25 | 345 | 2.7% |
| 1.5 | 325 | 2.5% |
| 0.75 | 278 | 2.2% |
| 0.5274358554 | 199 | 1.6% |
| 0.3955768915 | 177 | 1.4% |
| Other values (27) | 685 | 5.4% |
| Value | Count | Frequency (%) |
| 0 | 1010 | |
| 0.08327934558 | 1 | < 0.1% |
| 0.08790597589 | 1 | < 0.1% |
| 0.09889422288 | 1 | < 0.1% |
| 0.1111111111 | 9 | 0.1% |
| 0.125 | 10 | 0.1% |
| 0.1428571429 | 15 | 0.1% |
| 0.1438461424 | 1 | < 0.1% |
| 0.1582307566 | 11 | 0.1% |
| 0.1666666667 | 40 | 0.3% |
| Value | Count | Frequency (%) |
| 3 | 2 | < 0.1% |
| 2 | 35 | 0.3% |
| 1.582307566 | 8 | 0.1% |
| 1.5 | 325 | 2.5% |
| 1 | 3179 | |
| 0.791153783 | 64 | 0.5% |
| 0.75 | 278 | 2.2% |
| 0.6666666667 | 2198 | |
| 0.6 | 60 | 0.5% |
| 0.5274358554 | 199 | 1.6% |
price_per_bhk
Real number (ℝ)
High correlation
| Distinct | 1991 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.023447 |
| Minimum | 1.1536309 |
|---|---|
| Maximum | 3.680636 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 1.1536309 |
|---|---|
| 5-th percentile | 2.4435874 |
| Q1 | 2.7632452 |
| median | 3.0017503 |
| Q3 | 3.2740065 |
| 95-th percentile | 3.680636 |
| Maximum | 3.680636 |
| Range | 2.5270051 |
| Interquartile range (IQR) | 0.51076132 |
Descriptive statistics
| Standard deviation | 0.36954021 |
|---|---|
| Coefficient of variation (CV) | 0.1222248 |
| Kurtosis | -0.3187763 |
| Mean | 3.023447 |
| Median Absolute Deviation (MAD) | 0.24572562 |
| Skewness | 0.0038539946 |
| Sum | 38672.911 |
| Variance | 0.13655997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.680635997 | 1072 | 8.4% |
| 2.875472615 | 361 | 2.8% |
| 3.019388067 | 342 | 2.7% |
| 2.696763178 | 257 | 2.0% |
| 3.242690282 | 232 | 1.8% |
| 2.950939556 | 221 | 1.7% |
| 2.791447398 | 211 | 1.6% |
| 3.139612415 | 198 | 1.5% |
| 3.081979832 | 175 | 1.4% |
| 3.412762854 | 171 | 1.3% |
| Other values (1981) | 9551 |
| Value | Count | Frequency (%) |
| 1.153630899 | 1 | |
| 1.319835824 | 1 | |
| 1.368233825 | 1 | |
| 1.563742309 | 1 | |
| 1.681786954 | 1 | |
| 1.699914656 | 1 | |
| 1.717650228 | 2 | |
| 1.735009744 | 1 | |
| 1.784978774 | 1 | |
| 1.868264918 | 1 |
| Value | Count | Frequency (%) |
| 3.680635997 | 1072 | |
| 3.677193542 | 2 | < 0.1% |
| 3.674601973 | 1 | < 0.1% |
| 3.670435057 | 1 | < 0.1% |
| 3.669389376 | 1 | < 0.1% |
| 3.664137016 | 41 | 0.3% |
| 3.661495741 | 1 | < 0.1% |
| 3.657070995 | 1 | < 0.1% |
| 3.653510635 | 4 | < 0.1% |
| 3.650828249 | 4 | < 0.1% |
price_per_balcony
Real number (ℝ)
High correlation
| Distinct | 2156 |
|---|---|
| Distinct (%) | 16.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7046978 |
| Minimum | 1.5709469 |
|---|---|
| Maximum | 4.6655245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 199.9 KiB |
Quantile statistics
| Minimum | 1.5709469 |
|---|---|
| 5-th percentile | 2.7929004 |
| Q1 | 3.2763266 |
| median | 3.6897499 |
| Q3 | 4.1044252 |
| 95-th percentile | 4.6655245 |
| Maximum | 4.6655245 |
| Range | 3.0945776 |
| Interquartile range (IQR) | 0.82809862 |
Descriptive statistics
| Standard deviation | 0.57496975 |
|---|---|
| Coefficient of variation (CV) | 0.15520018 |
| Kurtosis | -0.73841395 |
| Mean | 3.7046978 |
| Median Absolute Deviation (MAD) | 0.41467532 |
| Skewness | 0.0048494485 |
| Sum | 47386.789 |
| Variance | 0.33059021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.665524479 | 1159 | 9.1% |
| 4.047832168 | 208 | 1.6% |
| 3.689749907 | 205 | 1.6% |
| 3.595981847 | 196 | 1.5% |
| 3.85130798 | 196 | 1.5% |
| 3.774316766 | 195 | 1.5% |
| 3.49080423 | 191 | 1.5% |
| 3.921954578 | 179 | 1.4% |
| 3.232332075 | 174 | 1.4% |
| 3.37111026 | 172 | 1.3% |
| Other values (2146) | 9916 |
| Value | Count | Frequency (%) |
| 1.570946925 | 1 | |
| 1.632478981 | 1 | |
| 1.74414046 | 1 | |
| 1.855520623 | 1 | |
| 1.889831284 | 1 | |
| 1.975492759 | 1 | |
| 2.015487297 | 2 | |
| 2.022253398 | 1 | |
| 2.053800667 | 2 | |
| 2.125903887 | 1 |
| Value | Count | Frequency (%) |
| 4.665524479 | 1159 | |
| 4.661295674 | 2 | < 0.1% |
| 4.659469042 | 7 | 0.1% |
| 4.65846451 | 1 | < 0.1% |
| 4.652773192 | 1 | < 0.1% |
| 4.651820853 | 1 | < 0.1% |
| 4.650469949 | 1 | < 0.1% |
| 4.649912906 | 103 | 0.8% |
| 4.64416275 | 5 | < 0.1% |
| 4.641372733 | 5 | < 0.1% |
area_type_Carpet Area
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 87 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12704 | |
| 1 | 87 | 0.7% |
area_type_Plot Area
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10802 | |
| 1 | 1989 | 15.5% |
area_type_Super built-up Area
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 8317 | |
| 0 | 4474 |
location_Hebbal
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 161 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12630 | |
| 1 | 161 | 1.3% |
location_Kanakpura Road
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 249 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12542 | |
| 1 | 249 | 1.9% |
location_Marathahalli
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 169 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12622 | |
| 1 | 169 | 1.3% |
location_Raja Rajeshwari Nagar
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 159 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12632 | |
| 1 | 159 | 1.2% |
location_Sarjapur Road
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 379 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12412 | |
| 1 | 379 | 3.0% |
location_Thanisandra
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 229 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 229 | 1.8% |
location_Uttarahalli
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 157 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12634 | |
| 1 | 157 | 1.2% |
location_Whitefield
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 524 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12267 | |
| 1 | 524 | 4.1% |
location_Yelahanka
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 199.9 KiB |
| 0 | |
|---|---|
| 1 | 210 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 12581 | |
| 1 | 210 | 1.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12791 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 10267 | |
| 0 | 2524 | 19.7% |
Interactions
Correlations
| area_type_Carpet Area | area_type_Plot Area | area_type_Super built-up Area | balcony | balcony_per_bhk | bath | bath_per_bhk | bhk | location_Hebbal | location_Kanakpura Road | location_Marathahalli | location_Raja Rajeshwari Nagar | location_Sarjapur Road | location_Thanisandra | location_Uttarahalli | location_Whitefield | location_Yelahanka | location_others | price | price_per_balcony | price_per_bhk | price_per_sqft | sqft_per_bhk | total_sqft | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| area_type_Carpet Area | 1.000 | 0.033 | 0.111 | 0.020 | 0.081 | 0.027 | 0.000 | 0.029 | 0.008 | 0.025 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.012 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.093 |
| area_type_Plot Area | 0.033 | 1.000 | 0.585 | 0.117 | 0.369 | 0.445 | 0.265 | 0.502 | 0.037 | 0.040 | 0.026 | 0.028 | 0.032 | 0.050 | 0.028 | 0.000 | 0.024 | 0.108 | 0.187 | 0.366 | 0.213 | 0.510 | 0.573 | 0.222 |
| area_type_Super built-up Area | 0.111 | 0.585 | 1.000 | 0.116 | 0.341 | 0.338 | 0.200 | 0.401 | 0.035 | 0.056 | 0.034 | 0.039 | 0.046 | 0.059 | 0.020 | 0.013 | 0.023 | 0.121 | 0.126 | 0.272 | 0.161 | 0.339 | 0.407 | 0.220 |
| balcony | 0.020 | 0.117 | 0.116 | 1.000 | 0.533 | 0.243 | 0.120 | 0.241 | 0.000 | 0.027 | 0.028 | 0.013 | 0.018 | 0.032 | 0.023 | 0.015 | 0.000 | 0.024 | 0.093 | 0.272 | 0.102 | 0.105 | 0.138 | 0.232 |
| balcony_per_bhk | 0.081 | 0.369 | 0.341 | 0.533 | 1.000 | 0.301 | 0.124 | 0.399 | 0.030 | 0.094 | 0.044 | 0.043 | 0.033 | 0.036 | 0.010 | 0.042 | 0.014 | 0.093 | -0.226 | -0.636 | -0.027 | -0.210 | 0.198 | -0.089 |
| bath | 0.027 | 0.445 | 0.338 | 0.243 | 0.301 | 1.000 | 0.451 | 0.715 | 0.041 | 0.064 | 0.019 | 0.041 | 0.032 | 0.035 | 0.063 | 0.022 | 0.014 | 0.045 | 0.170 | 0.287 | 0.231 | 0.268 | 0.298 | 0.522 |
| bath_per_bhk | 0.000 | 0.265 | 0.200 | 0.120 | 0.124 | 0.451 | 1.000 | 0.411 | 0.076 | 0.038 | 0.024 | 0.026 | 0.040 | 0.043 | 0.082 | 0.065 | 0.000 | 0.046 | 0.131 | 0.118 | 0.305 | 0.134 | 0.385 | 0.072 |
| bhk | 0.029 | 0.502 | 0.401 | 0.241 | 0.399 | 0.715 | 0.411 | 1.000 | 0.047 | 0.062 | 0.021 | 0.038 | 0.043 | 0.050 | 0.040 | 0.059 | 0.027 | 0.086 | 0.173 | 0.286 | 0.200 | 0.262 | 0.364 | 0.536 |
| location_Hebbal | 0.008 | 0.037 | 0.035 | 0.000 | 0.030 | 0.041 | 0.076 | 0.047 | 1.000 | 0.010 | 0.005 | 0.003 | 0.015 | 0.009 | 0.003 | 0.020 | 0.008 | 0.227 | 0.051 | 0.068 | 0.072 | 0.055 | 0.064 | 0.061 |
| location_Kanakpura Road | 0.025 | 0.040 | 0.056 | 0.027 | 0.094 | 0.064 | 0.038 | 0.062 | 0.010 | 1.000 | 0.011 | 0.010 | 0.021 | 0.014 | 0.010 | 0.026 | 0.013 | 0.283 | 0.010 | 0.060 | 0.033 | 0.096 | 0.069 | 0.063 |
| location_Marathahalli | 0.000 | 0.026 | 0.034 | 0.028 | 0.044 | 0.019 | 0.024 | 0.021 | 0.005 | 0.011 | 1.000 | 0.004 | 0.016 | 0.010 | 0.004 | 0.020 | 0.008 | 0.232 | 0.000 | 0.040 | 0.039 | 0.047 | 0.033 | 0.008 |
| location_Raja Rajeshwari Nagar | 0.000 | 0.028 | 0.039 | 0.013 | 0.043 | 0.041 | 0.026 | 0.038 | 0.003 | 0.010 | 0.004 | 1.000 | 0.015 | 0.009 | 0.003 | 0.019 | 0.008 | 0.225 | 0.000 | 0.072 | 0.080 | 0.088 | 0.059 | 0.064 |
| location_Sarjapur Road | 0.008 | 0.032 | 0.046 | 0.018 | 0.033 | 0.032 | 0.040 | 0.043 | 0.015 | 0.021 | 0.016 | 0.015 | 1.000 | 0.020 | 0.015 | 0.034 | 0.019 | 0.352 | 0.000 | 0.027 | 0.039 | 0.050 | 0.061 | 0.049 |
| location_Thanisandra | 0.000 | 0.050 | 0.059 | 0.032 | 0.036 | 0.035 | 0.043 | 0.050 | 0.009 | 0.014 | 0.010 | 0.009 | 0.020 | 1.000 | 0.009 | 0.025 | 0.012 | 0.271 | 0.000 | 0.059 | 0.066 | 0.070 | 0.066 | 0.046 |
| location_Uttarahalli | 0.000 | 0.028 | 0.020 | 0.023 | 0.010 | 0.063 | 0.082 | 0.040 | 0.003 | 0.010 | 0.004 | 0.003 | 0.015 | 0.009 | 1.000 | 0.019 | 0.008 | 0.224 | 0.000 | 0.066 | 0.096 | 0.091 | 0.070 | 0.068 |
| location_Whitefield | 0.012 | 0.000 | 0.013 | 0.015 | 0.042 | 0.022 | 0.065 | 0.059 | 0.020 | 0.026 | 0.020 | 0.019 | 0.034 | 0.025 | 0.019 | 1.000 | 0.024 | 0.416 | 0.020 | 0.026 | 0.053 | 0.046 | 0.099 | 0.075 |
| location_Yelahanka | 0.000 | 0.024 | 0.023 | 0.000 | 0.014 | 0.014 | 0.000 | 0.027 | 0.008 | 0.013 | 0.008 | 0.008 | 0.019 | 0.012 | 0.008 | 0.024 | 1.000 | 0.260 | 0.000 | 0.038 | 0.050 | 0.061 | 0.051 | 0.015 |
| location_others | 0.010 | 0.108 | 0.121 | 0.024 | 0.093 | 0.045 | 0.046 | 0.086 | 0.227 | 0.283 | 0.232 | 0.225 | 0.352 | 0.271 | 0.224 | 0.416 | 0.260 | 1.000 | 0.023 | 0.066 | 0.068 | 0.134 | 0.125 | 0.062 |
| price | 0.000 | 0.187 | 0.126 | 0.093 | -0.226 | 0.170 | 0.131 | 0.173 | 0.051 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.023 | 1.000 | 0.794 | 0.788 | 0.807 | 0.286 | 0.735 |
| price_per_balcony | 0.000 | 0.366 | 0.272 | 0.272 | -0.636 | 0.287 | 0.118 | 0.286 | 0.068 | 0.060 | 0.040 | 0.072 | 0.027 | 0.059 | 0.066 | 0.026 | 0.038 | 0.066 | 0.794 | 1.000 | 0.700 | 0.719 | 0.241 | 0.498 |
| price_per_bhk | 0.000 | 0.213 | 0.161 | 0.102 | -0.027 | 0.231 | 0.305 | 0.200 | 0.072 | 0.033 | 0.039 | 0.080 | 0.039 | 0.066 | 0.096 | 0.053 | 0.050 | 0.068 | 0.788 | 0.700 | 1.000 | 0.770 | 0.589 | 0.505 |
| price_per_sqft | 0.000 | 0.510 | 0.339 | 0.105 | -0.210 | 0.268 | 0.134 | 0.262 | 0.055 | 0.096 | 0.047 | 0.088 | 0.050 | 0.070 | 0.091 | 0.046 | 0.061 | 0.134 | 0.807 | 0.719 | 0.770 | 1.000 | 0.072 | 0.273 |
| sqft_per_bhk | 0.045 | 0.573 | 0.407 | 0.138 | 0.198 | 0.298 | 0.385 | 0.364 | 0.064 | 0.069 | 0.033 | 0.059 | 0.061 | 0.066 | 0.070 | 0.099 | 0.051 | 0.125 | 0.286 | 0.241 | 0.589 | 0.072 | 1.000 | 0.482 |
| total_sqft | 0.093 | 0.222 | 0.220 | 0.232 | -0.089 | 0.522 | 0.072 | 0.536 | 0.061 | 0.063 | 0.008 | 0.064 | 0.049 | 0.046 | 0.068 | 0.075 | 0.015 | 0.062 | 0.735 | 0.498 | 0.505 | 0.273 | 0.482 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| total_sqft | bath | balcony | price | bhk | price_per_sqft | sqft_per_bhk | bath_per_bhk | balcony_per_bhk | price_per_bhk | price_per_balcony | area_type_Carpet Area | area_type_Plot Area | area_type_Super built-up Area | location_Hebbal | location_Kanakpura Road | location_Marathahalli | location_Raja Rajeshwari Nagar | location_Sarjapur Road | location_Thanisandra | location_Uttarahalli | location_Whitefield | location_Yelahanka | location_others | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 16.244687 | 0.744136 | 1.000000 | 39.07 | 0.833999 | -2.300598 | 385.320474 | 1.000000 | 0.500000 | 2.677756 | 3.469752 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1 | 20.704396 | 1.758188 | 3.000000 | 120.00 | 2.028481 | -2.195390 | 468.740308 | 1.250000 | 0.750000 | 3.019388 | 3.490804 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2 | 17.694591 | 0.744136 | 3.000000 | 62.00 | 1.480245 | -2.229040 | 352.196159 | 0.666667 | 1.000000 | 2.723203 | 2.894140 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 3 | 17.960683 | 1.230365 | 1.000000 | 95.00 | 1.480245 | -2.042368 | 370.851688 | 1.000000 | 0.333333 | 3.061707 | 4.254582 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 4 | 16.830501 | 0.744136 | 1.000000 | 51.00 | 0.833999 | -2.235269 | 434.675837 | 1.000000 | 0.500000 | 2.891195 | 3.707340 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 5 | 16.713187 | 0.744136 | 1.000000 | 38.00 | 0.833999 | -2.360097 | 424.424066 | 1.000000 | 0.500000 | 2.655279 | 3.444883 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 6 | 20.704396 | 1.600372 | 1.582308 | 204.00 | 2.028481 | -1.946844 | 491.136626 | 1.000000 | 0.395577 | 3.427725 | 4.519478 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 7 | 20.704396 | 1.600372 | 1.582308 | 600.00 | 2.028481 | -1.669964 | 586.810914 | 1.000000 | 0.395577 | 3.680636 | 4.665524 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 8 | 17.241911 | 1.230365 | 1.000000 | 63.25 | 1.480245 | -2.173263 | 322.122473 | 1.000000 | 0.333333 | 2.739267 | 3.897885 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 16.088514 | 1.758188 | 1.582308 | 370.00 | 2.277616 | -1.669964 | 184.520218 | 1.000000 | 0.263718 | 3.570151 | 4.665524 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| total_sqft | bath | balcony | price | bhk | price_per_sqft | sqft_per_bhk | bath_per_bhk | balcony_per_bhk | price_per_bhk | price_per_balcony | area_type_Carpet Area | area_type_Plot Area | area_type_Super built-up Area | location_Hebbal | location_Kanakpura Road | location_Marathahalli | location_Raja Rajeshwari Nagar | location_Sarjapur Road | location_Thanisandra | location_Uttarahalli | location_Whitefield | location_Yelahanka | location_others | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13307 | 18.813750 | 1.230365 | 3.000000 | 134.00 | 1.480245 | -1.950013 | 435.813973 | 1.00 | 1.000000 | 3.327133 | 3.589354 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13308 | 17.979948 | 1.230365 | 1.000000 | 142.00 | 1.480245 | -1.823885 | 372.231185 | 1.00 | 0.333333 | 3.371241 | 4.602763 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13309 | 18.437383 | 1.230365 | 1.582308 | 92.13 | 1.480245 | -2.107984 | 406.159690 | 1.00 | 0.527436 | 3.037716 | 3.824761 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13310 | 16.218951 | 0.744136 | 2.000000 | 52.71 | 0.833999 | -2.153961 | 383.255637 | 1.00 | 1.000000 | 2.917329 | 3.115210 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13312 | 17.065850 | 0.744136 | 2.000000 | 47.00 | 0.833999 | -2.297544 | 455.814887 | 1.00 | 1.000000 | 2.826204 | 3.011161 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13314 | 18.555555 | 1.230365 | 3.000000 | 112.00 | 1.480245 | -2.018894 | 415.298227 | 1.00 | 1.000000 | 3.189555 | 3.429021 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13315 | 20.704396 | 1.600372 | 1.000000 | 231.00 | 2.277616 | -2.006107 | 496.285317 | 0.80 | 0.000000 | 3.352829 | 4.665524 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 13316 | 20.704396 | 1.758188 | 1.582308 | 400.00 | 2.028481 | -1.719414 | 609.399431 | 1.25 | 0.395577 | 3.680636 | 4.665524 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 13317 | 16.597521 | 0.744136 | 1.000000 | 60.00 | 0.833999 | -2.130724 | 414.499117 | 1.00 | 0.500000 | 3.019388 | 3.851308 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 13318 | 20.704396 | 1.600372 | 1.000000 | 488.00 | 2.028481 | -1.758321 | 609.399431 | 1.00 | 0.250000 | 3.680636 | 4.665524 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Duplicate rows
Most frequently occurring
| total_sqft | bath | balcony | price | bhk | price_per_sqft | sqft_per_bhk | bath_per_bhk | balcony_per_bhk | price_per_bhk | price_per_balcony | area_type_Carpet Area | area_type_Plot Area | area_type_Super built-up Area | location_Hebbal | location_Kanakpura Road | location_Marathahalli | location_Raja Rajeshwari Nagar | location_Sarjapur Road | location_Thanisandra | location_Uttarahalli | location_Whitefield | location_Yelahanka | location_others | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 268 | 16.830501 | 7.441364e-01 | 2.000000 | 75.0 | 0.833999 | -2.042023 | 434.675837 | 1.000000 | 1.000000 | 3.192993 | 3.433014 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 |
| 301 | 16.830501 | 1.758188e+00 | 1.582308 | 325.0 | 2.028481 | -1.669964 | 225.997579 | 1.250000 | 0.395577 | 3.680636 | 4.665524 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 |
| 462 | 19.340316 | 1.230365e+00 | 2.000000 | 85.0 | 1.480245 | -2.235269 | 480.059842 | 1.000000 | 0.666667 | 2.974472 | 3.544987 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7 |
| 258 | 16.830501 | 7.441364e-01 | 2.000000 | 50.0 | 0.833999 | -2.244730 | 434.675837 | 1.000000 | 1.000000 | 2.875473 | 3.067356 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6 |
| 317 | 16.926520 | 7.441364e-01 | 2.000000 | 48.0 | 0.833999 | -2.273809 | 443.207298 | 1.000000 | 1.000000 | 2.842992 | 3.030293 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6 |
| 394 | 17.774630 | 1.230365e+00 | 2.000000 | 56.0 | 1.480245 | -2.285093 | 357.730093 | 1.000000 | 0.666667 | 2.640929 | 3.170010 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6 |
| 21 | 14.310967 | 9.999996e-07 | 1.000000 | 19.9 | 0.833999 | -2.402505 | 252.239458 | 0.500000 | 0.500000 | 2.118859 | 2.859622 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 232 | 16.830501 | 7.441364e-01 | 1.000000 | 54.0 | 0.833999 | -2.207713 | 434.675837 | 1.000000 | 0.500000 | 2.936451 | 3.758055 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 236 | 16.830501 | 7.441364e-01 | 1.000000 | 65.0 | 0.833999 | -2.115762 | 434.675837 | 1.000000 | 0.500000 | 3.081980 | 3.921955 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 237 | 16.830501 | 7.441364e-01 | 1.000000 | 66.0 | 1.480245 | -2.108012 | 296.536683 | 0.666667 | 0.000000 | 2.773443 | 3.935410 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |